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ResearchFormerly WizWand

Instruction Following on IFEval (Improvement score)

74Improvement ScoreTwo-neuron sign inversion + amplification
-2.762417.166337.09557.0237Sep 30, 2025Nov 11, 2025Dec 23, 2025Feb 3, 2026Mar 17, 2026Apr 28, 2026Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Two-neuron sign inversion + amplificationModel=E2B2026.0674
StreamingLLMBackbone=Llama3, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0916.57
StreamingLLMBackbone=Qwen2, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0915.78
StreamingLLMBackbone=Llama3, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0913.58
StreamingLLMBackbone=Qwen2, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0912.28
K-NormBackbone=Qwen2, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0910.24
H2OBackbone=Qwen2, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.0910.04
SnapKVBackbone=Qwen2, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.099.32
TOVABackbone=Qwen2, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.095.18
SnapKVBackbone=Llama3, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.093.39
SnapKVBackbone=Llama3, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.093.38
SnapKVBackbone=Qwen2, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.092.16
K-NormBackbone=Llama3, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.092.01
TOVABackbone=Qwen2, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.091.88
TOVABackbone=Llama3, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.091.81
TOVABackbone=Llama3, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.091.3
H2OBackbone=Llama3, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.091.11
H2OBackbone=Qwen2, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.090.88
K-NormBackbone=Qwen2, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.090.68
H2OBackbone=Llama3, Eviction Strategy=fair, Compression Ratios={0.1, 0.2, ..., 0.7}2025.090.28
K-NormBackbone=Llama3, Eviction Strategy=whitelist, Compression Ratios={0.1, 0.2, ..., 0.7}2025.090.19